{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# XGBoost Classification example using Concrete ML\n",
    "\n",
    "This notebook explains how to easily define and train an XGBoost classification using Concrete ML. Then, \n",
    "this model is used to run a private inference on encrypted data using Fully Homomorphic Encryption (FHE). \n",
    "Finally, we show how the model's scores closely matches its Scikit-Learn equivalent. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "\n",
    "warnings.simplefilter(action=\"ignore\", category=FutureWarning)\n",
    "\n",
    "import time\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy\n",
    "from concrete.compiler import check_gpu_available\n",
    "from matplotlib.colors import ListedColormap\n",
    "from sklearn.datasets import fetch_openml, make_circles\n",
    "from sklearn.metrics import accuracy_score, make_scorer, matthews_corrcoef\n",
    "from sklearn.model_selection import GridSearchCV, train_test_split\n",
    "from xgboost.sklearn import XGBClassifier as SklearnXGBClassifier\n",
    "\n",
    "from concrete.ml.sklearn import XGBClassifier as ConcreteXGBClassifier\n",
    "\n",
    "use_gpu_if_available = False\n",
    "device = \"cuda\" if use_gpu_if_available and check_gpu_available() else \"cpu\"\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) Example on synthetic data\n",
    "\n",
    "Let's generate a synthetic data-set with two classes and plot it in 2D. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y = make_circles(n_samples=1000, noise=0.1, factor=0.6, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define the figure size and color\n",
    "plt.figure(figsize=(10, 6))\n",
    "cm_bright = ListedColormap([\"#FF0000\", \"#FFFFFF\", \"#0000FF\"])\n",
    "\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y, s=10, cmap=cm_bright)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train the models\n",
    "\n",
    "Train both the Scikit-Learn and Concrete model using the same parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the parameters used for initialization\n",
    "n_estimators = 50\n",
    "max_depth = 4\n",
    "n_bits = 6\n",
    "\n",
    "# Define the parameters used for training\n",
    "fit_extra_param = {\"eval_metric\": \"logloss\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "sklearn_model = SklearnXGBClassifier(n_estimators=n_estimators, max_depth=max_depth)\n",
    "sklearn_model.fit(X, y, **fit_extra_param);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "concrete_model = ConcreteXGBClassifier(\n",
    "    n_bits=n_bits, n_estimators=n_estimators, max_depth=max_depth\n",
    ")\n",
    "concrete_model.fit(X, y);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot contour lines\n",
    "\n",
    "Let's plot the contour lines for both fitted models using predicted probabilities."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_contour(model, X, y, title=\"\"):\n",
    "    \"\"\"Plot the contour lines given a model and a data-set.\"\"\"\n",
    "    # Create a grid will lots of point to plot the contour of the decision function\n",
    "    x_min, x_max = X[:, 0].min() - 0.1, X[:, 0].max() + 0.1\n",
    "    y_min, y_max = X[:, 1].min() - 0.1, X[:, 1].max() + 0.1\n",
    "    grid_x, grid_y = numpy.meshgrid(\n",
    "        numpy.arange(x_min, x_max, 0.1), numpy.arange(y_min, y_max, 0.1)\n",
    "    )\n",
    "\n",
    "    # Predict the function value on the grid. For the Concrete ML model, this inference is done in\n",
    "    # the clear, which is expected to exactly match the FHE inference.\n",
    "    grid_z = model.predict_proba(numpy.c_[grid_x.ravel(), grid_y.ravel()])[:, 1]\n",
    "\n",
    "    grid_z = grid_z.reshape(grid_x.shape)\n",
    "\n",
    "    # Define the plot size\n",
    "    plt.figure(figsize=(10, 6))\n",
    "\n",
    "    # Plot the contour and training examples\n",
    "    plt.contourf(grid_x, grid_y, grid_z, cmap=cm_bright, alpha=0.2)\n",
    "    plt.scatter(X[:, 0], X[:, 1], c=y, s=1, cmap=cm_bright)\n",
    "    plt.title(title)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_contour(sklearn_model, X, y, title=\"Scikit-Learn XGBoost Classifier\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_contour(concrete_model, X, y, title=\"Concrete ML XGBoost Classifier\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2) Diabetes data example\n",
    "\n",
    "Now, let's use the \"diabetes\" data-set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the data-set\n",
    "X, y = fetch_openml(name=\"diabetes\", as_frame=False, cache=True, return_X_y=True)\n",
    "\n",
    "# Replace (binary) target values by integers\n",
    "y[y == \"tested_positive\"] = 1\n",
    "y[y == \"tested_negative\"] = 0\n",
    "y = y.astype(numpy.int64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create scorer with the MCC metric\n",
    "grid_scorer = make_scorer(matthews_corrcoef, greater_is_better=True)\n",
    "\n",
    "# Define the number of estimators to consider for the following gridsearch\n",
    "n_estimators = [1, 5, 10, 20] + [20 * i for i in range(2, 11)] + [50 * i for i in range(5, 11)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Apply Grid-Search\n",
    "\n",
    "Let's run a GridSearch for both models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 19 candidates, totalling 95 fits\n"
     ]
    }
   ],
   "source": [
    "param_grid = {\n",
    "    \"max_depth\": [2],\n",
    "    \"n_estimators\": n_estimators,\n",
    "}\n",
    "\n",
    "sklearn_grid_search = GridSearchCV(\n",
    "    SklearnXGBClassifier(),\n",
    "    param_grid,\n",
    "    cv=5,\n",
    "    scoring=grid_scorer,\n",
    "    error_score=\"raise\",\n",
    "    verbose=1,\n",
    ")\n",
    "\n",
    "sklearn_grid_search.fit(X, y, **fit_extra_param);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 19 candidates, totalling 95 fits\n"
     ]
    }
   ],
   "source": [
    "param_grid = {\n",
    "    \"n_bits\": [6],\n",
    "    \"max_depth\": [2],\n",
    "    \"n_estimators\": n_estimators,\n",
    "}\n",
    "\n",
    "concrete_grid_search = GridSearchCV(\n",
    "    ConcreteXGBClassifier(),\n",
    "    param_grid,\n",
    "    cv=5,\n",
    "    scoring=grid_scorer,\n",
    "    error_score=\"raise\",\n",
    "    verbose=1,\n",
    ")\n",
    "\n",
    "concrete_grid_search.fit(X, y);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best MCC score for Scikit-Learn: 0.48\n",
      "Best MCC score Concrete ML: 0.52\n"
     ]
    }
   ],
   "source": [
    "# Print the best MCC score for both models\n",
    "print(f\"Best MCC score for Scikit-Learn: {sklearn_grid_search.best_score_:.2f}\")\n",
    "print(f\"Best MCC score Concrete ML: {concrete_grid_search.best_score_:.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the MCC score by number of estimators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define the figure size\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# Plot the mean_test_score of both model along the n_estimators hyper parameter\n",
    "plt.plot(\n",
    "    concrete_grid_search.cv_results_[\"param_n_estimators\"],\n",
    "    concrete_grid_search.cv_results_[\"mean_test_score\"],\n",
    "    label=\"Concrete ML\",\n",
    ")\n",
    "plt.plot(\n",
    "    sklearn_grid_search.cv_results_[\"param_n_estimators\"],\n",
    "    sklearn_grid_search.cv_results_[\"mean_test_score\"],\n",
    "    label=\"Scikit-Learn\",\n",
    ")\n",
    "plt.xlabel(\"n_estimators\")\n",
    "plt.ylabel(\"MCC\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3) Execute the Inference in FHE\n",
    "\n",
    "We now use the best initialization parameters found for the \"diabetes\" data-set in order to define \n",
    "our models. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best parameters found for the Scikit-Learn model: {'max_depth': 2, 'n_estimators': 40}\n",
      "Best parameters found for the Concrete ML model: {'max_depth': 2, 'n_bits': 6, 'n_estimators': 80}\n"
     ]
    }
   ],
   "source": [
    "best_params_sklearn = sklearn_grid_search.best_params_\n",
    "print(f\"Best parameters found for the Scikit-Learn model: {best_params_sklearn}\")\n",
    "\n",
    "best_params_concrete = concrete_grid_search.best_params_\n",
    "print(f\"Best parameters found for the Concrete ML model: {best_params_concrete}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the Concrete ML and Scikit-Learn models\n",
    "concrete_model = ConcreteXGBClassifier(**best_params_concrete)\n",
    "sklearn_model = SklearnXGBClassifier(**best_params_sklearn)\n",
    "\n",
    "# Split the data into a train and test set\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1, random_state=42)\n",
    "\n",
    "# Fit both models\n",
    "concrete_model.fit(X_train, y_train, **fit_extra_param)\n",
    "sklearn_model.fit(X_train, y_train, **fit_extra_param);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compile and Generate the Keys\n",
    "\n",
    "Compiling the Concrete ML model builds the underlying FHE circuit needed for running the inference\n",
    "in FHE. Once this is done, the FHE keys can be generated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compile the Concrete ML model using the training data\n",
    "circuit = concrete_model.compile(X_train, device=device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating a key for an 8-bits circuit\n",
      "Key generation time: 0.75 seconds\n"
     ]
    }
   ],
   "source": [
    "print(f\"Generating a key for an {circuit.graph.maximum_integer_bit_width()}-bits circuit\")\n",
    "\n",
    "# Generate the key\n",
    "time_begin = time.time()\n",
    "circuit.client.keygen(force=False)\n",
    "print(f\"Key generation time: {time.time() - time_begin:.2f} seconds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluate the Models\n",
    "\n",
    "We then measure both models' accuracy and compare them. For the Concrete ML model, the inference is\n",
    "done in the clear using FHE simulation in order to make computations faster. We can observe that the\n",
    "accuracy is slightly below the one from Scikit-Learn, which is due to some quantization artifacts. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute the predictions using the Scikit-Learn model\n",
    "y_pred_sklearn = sklearn_model.predict(X_test)\n",
    "\n",
    "# Compute the predictions using the Concrete ML model with FHE simulation\n",
    "y_pred_simulated = concrete_model.predict(X_test, fhe=\"simulate\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy scores:\n",
      "- Scikit-Learn (clear floating points): 71.43%\n",
      "- Concrete ML (clear quantized): 68.83\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(\"Accuracy scores:\")\n",
    "print(\n",
    "    f\"- Scikit-Learn (clear floating points): {accuracy_score(y_test, y_pred_sklearn)*100:.2f}%\\n\"\n",
    "    f\"- Concrete ML (clear quantized): {accuracy_score(y_test, y_pred_simulated)*100:.2f}\\n\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### FHE Execution\n",
    "\n",
    "Finally, we execute the inference in FHE on a test sub-set and observe that the predictions are\n",
    "exactly matching the ones from the clear execution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FHE execution time: 0.65 seconds per sample\n"
     ]
    }
   ],
   "source": [
    "N_SAMPLE_FHE = 10\n",
    "\n",
    "# Pick N_SAMPLE_FHE random samples from the test set\n",
    "idx_test = numpy.random.choice(X_test.shape[0], N_SAMPLE_FHE, replace=False)\n",
    "X_test_fhe = X_test[idx_test]\n",
    "y_test_fhe = y_test[idx_test]\n",
    "\n",
    "# Compute the predictions using the Concrete ML (quantized) model in the clear\n",
    "y_preds_clear = concrete_model.predict(X_test_fhe)\n",
    "\n",
    "# Compute the predictions using the Concrete ML model in FHE\n",
    "time_begin = time.time()\n",
    "y_preds_fhe = concrete_model.predict(X_test_fhe, fhe=\"execute\")\n",
    "print(f\"FHE execution time: {(time.time() - time_begin) / len(X_test_fhe):.2f} seconds per sample\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10/10 FHE predictions match the clear quantized predictions\n"
     ]
    }
   ],
   "source": [
    "# Compare the clear quantized inference vs FHE inference\n",
    "print(\n",
    "    f\"{(y_preds_fhe == y_preds_clear).sum()}/{N_SAMPLE_FHE} \"\n",
    "    \"FHE predictions match the clear quantized predictions\"\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "execution": {
   "timeout": 10800
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
